White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using accuracy
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9218203 | 0.9579342 | 0.9904184 | 0.9159244 |
| bt | 0.7561260 | 0.9616622 | 0.8032021 | 0.4727947 |
| maxnet | 0.6709452 | 0.9543820 | 0.7739848 | 0.4344927 |
| gam | 0.7619603 | NA | NA | NA |
| glm | 0.6896149 | NA | NA | NA |
Variable Importance
